ISBI 2006: IEEE 2006 International Symposium on Biomedical Imaging, April 6-9, 2006, Crystal Gateway Marriott, Arlington, Virginia, U.S.A.

Technical Program

Paper Detail

Paper:FR-PM-PS4.6
Session:Cellular and Molecular Image Analysis
Time:Friday, April 7, 13:30 - 14:50
Presentation: Poster
Title: Bayesian Tracking for Fluorescence Microscopic Imaging
Authors: Ihor Smal; Erasmus MC - University Medical Center Rotterdam 
 Wiro Niessen; Erasmus MC - University Medical Center Rotterdam 
 Erik Meijering; Erasmus MC - University Medical Center Rotterdam 
Abstract: Fluorescence microscopy is a powerful imaging tool for studying molecular dynamics in living cells. For quantitative motion analysis of subcellular structures robust and accurate detection and tracking techniques are necessary. Sequential Monte Carlo methods, also known as Particle Filters (PF), have become a tremendously popular tool to perform tracking in many fields. We propose a PF-based approach for quantitative analysis of subcellular dynamics. This approach utilizes all spatiotemporal information, which is an important advantage over existing methods that separate the object detection and object linking stage. The tracking technique has been evaluated using simulated but highly realistic image sequences, for which ground truth was available, showing that the method is more robust to noise than existing tracking techniques. In addition, evaluation experiments were conducted with real fluorescence microscopy image data acquired for specific biological studies.



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